Overview

Dataset statistics

Number of variables27
Number of observations136916
Missing cells3
Missing cells (%)< 0.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory28.2 MiB
Average record size in memory216.0 B

Variable types

NUM25
CAT2

Reproduction

Analysis started2020-07-12 21:44:59.060289
Analysis finished2020-07-12 21:46:49.040421
Duration1 minute and 49.98 seconds
Software versionpandas-profiling v2.9.0rc1
Download configurationconfig.yaml

Warnings

LEEFTIJDSKLASSE has a high cardinality: 91 distinct values High cardinality
AANTAL_VERZEKERDEJAREN is highly correlated with AANTAL_BSN and 3 other fieldsHigh correlation
AANTAL_BSN is highly correlated with AANTAL_VERZEKERDEJAREN and 1 other fieldsHigh correlation
KOSTEN_HUISARTS_INSCHRIJFTARIEF is highly correlated with AANTAL_VERZEKERDEJAREN and 1 other fieldsHigh correlation
KOSTEN_HUISARTS_OVERIG is highly correlated with AANTAL_VERZEKERDEJAREN and 1 other fieldsHigh correlation
KOSTEN_VERLOSKUNDIGE_ZORG is highly correlated with KOSTEN_KRAAMZORGHigh correlation
KOSTEN_KRAAMZORG is highly correlated with KOSTEN_VERLOSKUNDIGE_ZORGHigh correlation
KOSTEN_GRENSOVERSCHRIJDENDE_ZORG is highly correlated with AANTAL_BSN and 1 other fieldsHigh correlation
AANTAL_BSN is highly skewed (γ1 = 359.963) Skewed
AANTAL_VERZEKERDEJAREN is highly skewed (γ1 = 339.569) Skewed
KOSTEN_MEDISCH_SPECIALISTISCHE_ZORG is highly skewed (γ1 = 52.1714) Skewed
KOSTEN_FARMACIE is highly skewed (γ1 = 29.4142) Skewed
KOSTEN_SPECIALISTISCHE_GGZ is highly skewed (γ1 = 27.0351) Skewed
KOSTEN_HUISARTS_INSCHRIJFTARIEF is highly skewed (γ1 = 190.216) Skewed
KOSTEN_HUISARTS_CONSULT is highly skewed (γ1 = 44.703) Skewed
KOSTEN_HUISARTS_OVERIG is highly skewed (γ1 = 195.421) Skewed
KOSTEN_ZIEKENVERVOER_LIGGEND is highly skewed (γ1 = 80.995) Skewed
KOSTEN_GENERALISTISCHE_BASIS_GGZ is highly skewed (γ1 = 26.6999) Skewed
KOSTEN_GRENSOVERSCHRIJDENDE_ZORG is highly skewed (γ1 = 366.914) Skewed
KOSTEN_SPECIALISTISCHE_GGZ has 52814 (38.6%) zeros Zeros
KOSTEN_HUISARTS_MDZ has 11082 (8.1%) zeros Zeros
KOSTEN_HULPMIDDELEN has 6525 (4.8%) zeros Zeros
KOSTEN_MONDZORG has 27688 (20.2%) zeros Zeros
KOSTEN_PARAMEDISCHE_ZORG_FYSIOTHERAPIE has 29337 (21.4%) zeros Zeros
KOSTEN_PARAMEDISCHE_ZORG_OVERIG has 22856 (16.7%) zeros Zeros
KOSTEN_ZIEKENVERVOER_ZITTEND has 88328 (64.5%) zeros Zeros
KOSTEN_ZIEKENVERVOER_LIGGEND has 32887 (24.0%) zeros Zeros
KOSTEN_KRAAMZORG has 119707 (87.4%) zeros Zeros
KOSTEN_VERLOSKUNDIGE_ZORG has 118983 (86.9%) zeros Zeros
KOSTEN_GENERALISTISCHE_BASIS_GGZ has 75148 (54.9%) zeros Zeros
KOSTEN_LANGDURIGE_GGZ has 134601 (98.3%) zeros Zeros
KOSTEN_GRENSOVERSCHRIJDENDE_ZORG has 53547 (39.1%) zeros Zeros
KOSTEN_EERSTELIJNS_ONDERSTEUNING has 58122 (42.5%) zeros Zeros
KOSTEN_GERIATRISCHE_REVALIDATIEZORG has 113073 (82.6%) zeros Zeros
KOSTEN_VERPLEGING_EN_VERZORGING has 63022 (46.0%) zeros Zeros
KOSTEN_OVERIG has 48825 (35.7%) zeros Zeros

Variables

GESLACHT
Categorical

Distinct count2
Unique (%)< 0.1%
Missing1
Missing (%)< 0.1%
Memory size1.0 MiB
V
68671 
M
68244 
ValueCountFrequency (%) 
V6867150.2%
 
M6824449.8%
 
(Missing)1< 0.1%
 

Length

Max length3
Median length1
Mean length1.00001
Min length1

LEEFTIJDSKLASSE
Categorical

HIGH CARDINALITY

Distinct count91
Unique (%)0.1%
Missing1
Missing (%)< 0.1%
Memory size1.0 MiB
54
 
1562
48
 
1559
57
 
1559
52
 
1558
50
 
1558
Other values (86)
129119 
ValueCountFrequency (%) 
5415621.1%
 
4815591.1%
 
5715591.1%
 
5215581.1%
 
5015581.1%
 
5515581.1%
 
4715571.1%
 
6015561.1%
 
4915561.1%
 
5115561.1%
 
Other values (81)12133688.6%
 

Length

Max length3
Median length2
Mean length1.89974
Min length1

POSTCODE_3
Real number (ℝ≥0)

Distinct count794
Unique (%)0.6%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean541.179
Minimum0
Maximum999
Zeros182
Zeros (%)0.1%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile144
Q1318
median539
Q3763
95-th percentile955
Maximum999
Range999
Interquartile range (IQR)445

Descriptive statistics

Standard deviation258.23
Coefficient of variation (CV)0.477162
Kurtosis-1.16717
Mean541.179
Median Absolute Deviation (MAD)223
Skewness0.0357662
Sum7.40955e+07
Variance66682.6
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
5401820.1%
 
1101820.1%
 
8911820.1%
 
7771820.1%
 
3921820.1%
 
3131820.1%
 
4131820.1%
 
1601820.1%
 
9241820.1%
 
6081820.1%
 
Other values (784)13509598.7%
 
ValueCountFrequency (%) 
01820.1%
 
1011820.1%
 
1021820.1%
 
1031820.1%
 
10416< 0.1%
 
ValueCountFrequency (%) 
9991660.1%
 
9981820.1%
 
9971720.1%
 
9961760.1%
 
9951800.1%
 

AANTAL_BSN
Real number (ℝ≥0)

HIGH CORRELATION
SKEWED

Distinct count1126
Unique (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean127.839
Minimum10
Maximum356551
Zeros0
Zeros (%)0.0%
Memory size1.0 MiB

Quantile statistics

Minimum10
5-th percentile16
Q141
median82
Q3163
95-th percentile381
Maximum356551
Range356541
Interquartile range (IQR)122

Descriptive statistics

Standard deviation972.154
Coefficient of variation (CV)7.60453
Kurtosis131972
Mean127.839
Median Absolute Deviation (MAD)50
Skewness359.963
Sum1.75032e+07
Variance945082
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1911610.8%
 
2111480.8%
 
2911470.8%
 
2211400.8%
 
2811400.8%
 
2011370.8%
 
1811330.8%
 
3311280.8%
 
3511270.8%
 
3011230.8%
 
Other values (1116)12553291.7%
 
ValueCountFrequency (%) 
1010220.7%
 
1110340.8%
 
1210780.8%
 
1310660.8%
 
1410660.8%
 
ValueCountFrequency (%) 
3565511< 0.1%
 
23111< 0.1%
 
22921< 0.1%
 
22321< 0.1%
 
21301< 0.1%
 

AANTAL_VERZEKERDEJAREN
Real number (ℝ≥0)

HIGH CORRELATION
SKEWED

Distinct count34846
Unique (%)25.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean124.525
Minimum3.09
Maximum196220
Zeros0
Zeros (%)0.0%
Memory size1.0 MiB

Quantile statistics

Minimum3.09
5-th percentile15.27
Q140
median81
Q3160.34
95-th percentile376.032
Maximum196220
Range196217
Interquartile range (IQR)120.34

Descriptive statistics

Standard deviation545.372
Coefficient of variation (CV)4.3796
Kurtosis122083
Mean124.525
Median Absolute Deviation (MAD)50
Skewness339.569
Sum1.70495e+07
Variance297430
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
127490.5%
 
117380.5%
 
197180.5%
 
217100.5%
 
157070.5%
 
107040.5%
 
167030.5%
 
147010.5%
 
136890.5%
 
186820.5%
 
Other values (34836)12981594.8%
 
ValueCountFrequency (%) 
3.091< 0.1%
 
3.951< 0.1%
 
4.11< 0.1%
 
4.331< 0.1%
 
4.471< 0.1%
 
ValueCountFrequency (%) 
1962201< 0.1%
 
2220.621< 0.1%
 
2191.361< 0.1%
 
2130.011< 0.1%
 
2047.131< 0.1%
 
Distinct count136549
Unique (%)99.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean165219
Minimum-7777
Maximum4.69788e+07
Zeros19
Zeros (%)< 0.1%
Memory size1.0 MiB

Quantile statistics

Minimum-7777
5-th percentile6303.62
Q132442
median88496.3
Q3215528
95-th percentile576266
Maximum4.69788e+07
Range4.69865e+07
Interquartile range (IQR)183086

Descriptive statistics

Standard deviation246118
Coefficient of variation (CV)1.48965
Kurtosis9567.95
Mean165219
Median Absolute Deviation (MAD)68699.2
Skewness52.1714
Sum2.26211e+10
Variance6.05741e+10
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
019< 0.1%
 
15786.12< 0.1%
 
7924.322< 0.1%
 
98888.92< 0.1%
 
61873.12< 0.1%
 
23836.22< 0.1%
 
35359.72< 0.1%
 
518372< 0.1%
 
2015512< 0.1%
 
27312.62< 0.1%
 
Other values (136539)136879> 99.9%
 
ValueCountFrequency (%) 
-77771< 0.1%
 
019< 0.1%
 
12.521< 0.1%
 
231< 0.1%
 
25.711< 0.1%
 
ValueCountFrequency (%) 
4.69788e+071< 0.1%
 
4.46218e+061< 0.1%
 
4.14235e+061< 0.1%
 
3.83943e+061< 0.1%
 
3.61661e+061< 0.1%
 

KOSTEN_FARMACIE
Real number (ℝ≥0)

SKEWED

Distinct count134842
Unique (%)98.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean33974.6
Minimum14.11
Maximum8.36896e+06
Zeros0
Zeros (%)0.0%
Memory size1.0 MiB

Quantile statistics

Minimum14.11
5-th percentile906.068
Q14957.82
median15929.9
Q343154
95-th percentile125923
Maximum8.36896e+06
Range8.36894e+06
Interquartile range (IQR)38196.2

Descriptive statistics

Standard deviation54331.6
Coefficient of variation (CV)1.59918
Kurtosis4067.42
Mean33974.6
Median Absolute Deviation (MAD)13287.7
Skewness29.4142
Sum4.65167e+09
Variance2.95192e+09
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
4341.593< 0.1%
 
194.13< 0.1%
 
2217.623< 0.1%
 
748.933< 0.1%
 
767.123< 0.1%
 
15623.33< 0.1%
 
1632.163< 0.1%
 
28952.93< 0.1%
 
263.263< 0.1%
 
2447.933< 0.1%
 
Other values (134832)136886> 99.9%
 
ValueCountFrequency (%) 
14.111< 0.1%
 
14.141< 0.1%
 
14.161< 0.1%
 
14.321< 0.1%
 
14.981< 0.1%
 
ValueCountFrequency (%) 
8.36896e+061< 0.1%
 
1.23163e+061< 0.1%
 
1.16627e+061< 0.1%
 
1.14738e+061< 0.1%
 
1.01554e+061< 0.1%
 

KOSTEN_SPECIALISTISCHE_GGZ
Real number (ℝ)

SKEWED
ZEROS

Distinct count69094
Unique (%)50.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21524.5
Minimum-66348.6
Maximum7.66988e+06
Zeros52814
Zeros (%)38.6%
Memory size1.0 MiB

Quantile statistics

Minimum-66348.6
5-th percentile0
Q10
median2561.32
Q319746.4
95-th percentile108696
Maximum7.66988e+06
Range7.73623e+06
Interquartile range (IQR)19746.4

Descriptive statistics

Standard deviation51905.6
Coefficient of variation (CV)2.41147
Kurtosis3468.24
Mean21524.5
Median Absolute Deviation (MAD)2561.32
Skewness27.0351
Sum2.94705e+09
Variance2.69419e+09
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
05281438.6%
 
616.731810.1%
 
1109.941630.1%
 
2502.321450.1%
 
1028.981250.1%
 
2500.541060.1%
 
2450.72980.1%
 
585.66930.1%
 
635.02880.1%
 
320.74870.1%
 
Other values (69084)8301660.6%
 
ValueCountFrequency (%) 
-66348.61< 0.1%
 
-56879.21< 0.1%
 
-28221.91< 0.1%
 
-17118.91< 0.1%
 
-15556.61< 0.1%
 
ValueCountFrequency (%) 
7.66988e+061< 0.1%
 
1.16028e+061< 0.1%
 
9105821< 0.1%
 
8907161< 0.1%
 
8571101< 0.1%
 

KOSTEN_HUISARTS_INSCHRIJFTARIEF
Real number (ℝ≥0)

HIGH CORRELATION
SKEWED

Distinct count35375
Unique (%)25.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8055.89
Minimum59.96
Maximum3.97307e+06
Zeros0
Zeros (%)0.0%
Memory size1.0 MiB

Quantile statistics

Minimum59.96
5-th percentile1074
Q12698.2
median5456.36
Q310611.5
95-th percentile23700
Maximum3.97307e+06
Range3.97301e+06
Interquartile range (IQR)7913.25

Descriptive statistics

Standard deviation13390.6
Coefficient of variation (CV)1.66221
Kurtosis56149.5
Mean8055.89
Median Absolute Deviation (MAD)3327.78
Skewness190.216
Sum1.10298e+09
Variance1.79307e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
719.525290.4%
 
659.564880.4%
 
1259.164830.4%
 
1019.324770.3%
 
1139.244740.3%
 
1199.24690.3%
 
959.364650.3%
 
899.44530.3%
 
1319.124520.3%
 
599.64460.3%
 
Other values (35365)13218096.5%
 
ValueCountFrequency (%) 
59.961< 0.1%
 
104.931< 0.1%
 
149.92< 0.1%
 
164.898< 0.1%
 
179.886< 0.1%
 
ValueCountFrequency (%) 
3.97307e+061< 0.1%
 
1339241< 0.1%
 
1301081< 0.1%
 
1275931< 0.1%
 
1219331< 0.1%
 

KOSTEN_HUISARTS_CONSULT
Real number (ℝ≥0)

SKEWED

Distinct count95969
Unique (%)70.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5202.94
Minimum0
Maximum1.26106e+06
Zeros38
Zeros (%)< 0.1%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile429.185
Q11440.44
median3217.68
Q36764.41
95-th percentile16346.9
Maximum1.26106e+06
Range1.26106e+06
Interquartile range (IQR)5323.97

Descriptive statistics

Standard deviation7016.11
Coefficient of variation (CV)1.34849
Kurtosis7525.29
Mean5202.94
Median Absolute Deviation (MAD)2165.86
Skewness44.703
Sum7.12365e+08
Variance4.92257e+07
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
038< 0.1%
 
198.4922< 0.1%
 
249.2720< 0.1%
 
272.3620< 0.1%
 
332.3719< 0.1%
 
226.219< 0.1%
 
33719< 0.1%
 
355.4519< 0.1%
 
272.3718< 0.1%
 
457.0218< 0.1%
 
Other values (95959)13670499.8%
 
ValueCountFrequency (%) 
038< 0.1%
 
1.751< 0.1%
 
21< 0.1%
 
2.483< 0.1%
 
2.921< 0.1%
 
ValueCountFrequency (%) 
1.26106e+061< 0.1%
 
2364501< 0.1%
 
1663121< 0.1%
 
1500521< 0.1%
 
1446271< 0.1%
 

KOSTEN_HUISARTS_MDZ
Real number (ℝ≥0)

ZEROS

Distinct count102579
Unique (%)74.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4141.75
Minimum0
Maximum793130
Zeros11082
Zeros (%)8.1%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile0
Q1168.6
median1474.31
Q35177.05
95-th percentile17146.3
Maximum793130
Range793130
Interquartile range (IQR)5008.45

Descriptive statistics

Standard deviation7124.62
Coefficient of variation (CV)1.7202
Kurtosis1113.48
Mean4141.75
Median Absolute Deviation (MAD)1453.43
Skewness12.8965
Sum5.67072e+08
Variance5.07603e+07
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0110828.1%
 
0.221770.1%
 
22.821600.1%
 
0.331570.1%
 
41.821370.1%
 
414.481240.1%
 
2351220.1%
 
0.261210.1%
 
3.21210.1%
 
0.551120.1%
 
Other values (102569)12460391.0%
 
ValueCountFrequency (%) 
0110828.1%
 
0.1168< 0.1%
 
0.122< 0.1%
 
0.1326< 0.1%
 
0.166< 0.1%
 
ValueCountFrequency (%) 
7931301< 0.1%
 
1489801< 0.1%
 
1348741< 0.1%
 
1164061< 0.1%
 
1075871< 0.1%
 

KOSTEN_HUISARTS_OVERIG
Real number (ℝ)

HIGH CORRELATION
SKEWED

Distinct count128820
Unique (%)94.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6182.33
Minimum-236.47
Maximum3.40256e+06
Zeros0
Zeros (%)0.0%
Memory size1.0 MiB

Quantile statistics

Minimum-236.47
5-th percentile725.16
Q11980.8
median3995.36
Q37954.3
95-th percentile18781
Maximum3.40256e+06
Range3.40279e+06
Interquartile range (IQR)5973.5

Descriptive statistics

Standard deviation11369.9
Coefficient of variation (CV)1.83909
Kurtosis58158.6
Mean6182.33
Median Absolute Deviation (MAD)2480.33
Skewness195.421
Sum8.4646e+08
Variance1.29274e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
3563.214< 0.1%
 
2022.214< 0.1%
 
1884.754< 0.1%
 
2232.354< 0.1%
 
3218.054< 0.1%
 
1038.094< 0.1%
 
1651.74< 0.1%
 
2679.174< 0.1%
 
4802.84< 0.1%
 
2671.144< 0.1%
 
Other values (128810)136876> 99.9%
 
ValueCountFrequency (%) 
-236.471< 0.1%
 
31.381< 0.1%
 
70.321< 0.1%
 
72.261< 0.1%
 
82.151< 0.1%
 
ValueCountFrequency (%) 
3.40256e+061< 0.1%
 
1927921< 0.1%
 
1612281< 0.1%
 
1430821< 0.1%
 
1374331< 0.1%
 

KOSTEN_HULPMIDDELEN
Real number (ℝ≥0)

ZEROS

Distinct count119605
Unique (%)87.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10638.3
Minimum0
Maximum1.67595e+06
Zeros6525
Zeros (%)4.8%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile6.4075
Q11028.13
median5060.01
Q313792
95-th percentile39410.2
Maximum1.67595e+06
Range1.67595e+06
Interquartile range (IQR)12763.8

Descriptive statistics

Standard deviation16990.3
Coefficient of variation (CV)1.59709
Kurtosis755.642
Mean10638.3
Median Absolute Deviation (MAD)4713.01
Skewness12.1228
Sum1.45656e+09
Variance2.88671e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
065254.8%
 
29.18380.6%
 
30.552850.2%
 
23.52730.2%
 
58.21730.1%
 
30.711410.1%
 
29.421310.1%
 
461260.1%
 
32.331180.1%
 
59.65860.1%
 
Other values (119595)12822093.6%
 
ValueCountFrequency (%) 
065254.8%
 
0.181< 0.1%
 
0.191< 0.1%
 
0.23< 0.1%
 
0.212< 0.1%
 
ValueCountFrequency (%) 
1.67595e+061< 0.1%
 
7068271< 0.1%
 
5433951< 0.1%
 
4614471< 0.1%
 
4547471< 0.1%
 

KOSTEN_MONDZORG
Real number (ℝ)

ZEROS

Distinct count95906
Unique (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5379.2
Minimum-444.08
Maximum938749
Zeros27688
Zeros (%)20.2%
Memory size1.0 MiB

Quantile statistics

Minimum-444.08
5-th percentile0
Q1144.477
median1653.65
Q35704.51
95-th percentile22786.2
Maximum938749
Range939193
Interquartile range (IQR)5560.03

Descriptive statistics

Standard deviation11338.4
Coefficient of variation (CV)2.10783
Kurtosis395.028
Mean5379.2
Median Absolute Deviation (MAD)1653.65
Skewness9.66103
Sum7.36498e+08
Variance1.2856e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
02768820.2%
 
84.982670.2%
 
20.442220.2%
 
74.191980.1%
 
40.881280.1%
 
61.32900.1%
 
59.53790.1%
 
162.55750.1%
 
120.3750.1%
 
156.31700.1%
 
Other values (95896)10802478.9%
 
ValueCountFrequency (%) 
-444.081< 0.1%
 
-441.91< 0.1%
 
-83.513< 0.1%
 
-82.881< 0.1%
 
-48.021< 0.1%
 
ValueCountFrequency (%) 
9387491< 0.1%
 
2712621< 0.1%
 
2704641< 0.1%
 
2654261< 0.1%
 
2619611< 0.1%
 

KOSTEN_PARAMEDISCHE_ZORG_FYSIOTHERAPIE
Real number (ℝ≥0)

ZEROS

Distinct count76018
Unique (%)55.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3625.31
Minimum0
Maximum340086
Zeros29337
Zeros (%)21.4%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile0
Q1171
median1768.42
Q34883.5
95-th percentile13733.6
Maximum340086
Range340086
Interquartile range (IQR)4712.5

Descriptive statistics

Standard deviation5253.34
Coefficient of variation (CV)1.44907
Kurtosis139.117
Mean3625.31
Median Absolute Deviation (MAD)1768.42
Skewness4.86648
Sum4.96363e+08
Variance2.75976e+07
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
02933721.4%
 
29.51310.1%
 
28.51190.1%
 
59980.1%
 
85.5970.1%
 
57930.1%
 
88.5910.1%
 
206.5890.1%
 
32.75890.1%
 
29.25860.1%
 
Other values (76008)10668677.9%
 
ValueCountFrequency (%) 
02933721.4%
 
7.121< 0.1%
 
9.051< 0.1%
 
101< 0.1%
 
12.651< 0.1%
 
ValueCountFrequency (%) 
3400861< 0.1%
 
1217631< 0.1%
 
92821.41< 0.1%
 
88719.41< 0.1%
 
797621< 0.1%
 

KOSTEN_PARAMEDISCHE_ZORG_OVERIG
Real number (ℝ)

ZEROS

Distinct count74302
Unique (%)54.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1736.74
Minimum-46.02
Maximum258441
Zeros22856
Zeros (%)16.7%
Memory size1.0 MiB

Quantile statistics

Minimum-46.02
5-th percentile0
Q1122.045
median518.47
Q31514.24
95-th percentile6435.14
Maximum258441
Range258487
Interquartile range (IQR)1392.19

Descriptive statistics

Standard deviation5016.95
Coefficient of variation (CV)2.88872
Kurtosis247.19
Mean1736.74
Median Absolute Deviation (MAD)518.47
Skewness11.488
Sum2.37787e+08
Variance2.51698e+07
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
02285616.7%
 
176.885120.4%
 
178.84550.3%
 
1864220.3%
 
933760.3%
 
88.443750.3%
 
117.923580.3%
 
1803440.3%
 
89.43020.2%
 
1243000.2%
 
Other values (74292)11061680.8%
 
ValueCountFrequency (%) 
-46.021< 0.1%
 
-28.91< 0.1%
 
02285616.7%
 
3.881< 0.1%
 
8.941< 0.1%
 
ValueCountFrequency (%) 
2584411< 0.1%
 
2196821< 0.1%
 
2076521< 0.1%
 
1841831< 0.1%
 
1689201< 0.1%
 

KOSTEN_ZIEKENVERVOER_ZITTEND
Real number (ℝ)

ZEROS

Distinct count33337
Unique (%)24.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean760.081
Minimum-114.92
Maximum136850
Zeros88328
Zeros (%)64.5%
Memory size1.0 MiB

Quantile statistics

Minimum-114.92
5-th percentile0
Q10
median0
Q3412.985
95-th percentile4466.34
Maximum136850
Range136965
Interquartile range (IQR)412.985

Descriptive statistics

Standard deviation2134.03
Coefficient of variation (CV)2.80764
Kurtosis162.847
Mean760.081
Median Absolute Deviation (MAD)0
Skewness7.02589
Sum1.04067e+08
Variance4.55409e+06
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
08832864.5%
 
6853< 0.1%
 
0.846< 0.1%
 
101.645< 0.1%
 
28.842< 0.1%
 
1240< 0.1%
 
23639< 0.1%
 
202.438< 0.1%
 
40435< 0.1%
 
269.634< 0.1%
 
Other values (33327)4821635.2%
 
ValueCountFrequency (%) 
-114.921< 0.1%
 
-1001< 0.1%
 
-39.121< 0.1%
 
08832864.5%
 
0.011< 0.1%
 
ValueCountFrequency (%) 
1368501< 0.1%
 
46078.71< 0.1%
 
429611< 0.1%
 
417451< 0.1%
 
41298.81< 0.1%
 

KOSTEN_ZIEKENVERVOER_LIGGEND
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct count34449
Unique (%)25.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4087.41
Minimum0
Maximum1.86399e+06
Zeros32887
Zeros (%)24.0%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile0
Q1509.39
median1781.67
Q35094.57
95-th percentile15605.6
Maximum1.86399e+06
Range1.86399e+06
Interquartile range (IQR)4585.18

Descriptive statistics

Standard deviation8478.11
Coefficient of variation (CV)2.0742
Kurtosis16981.1
Mean4087.41
Median Absolute Deviation (MAD)1781.67
Skewness80.995
Sum5.59631e+08
Variance7.18784e+07
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
03288724.0%
 
697.899030.7%
 
721.299010.7%
 
693.998290.6%
 
729.097990.6%
 
701.797740.6%
 
736.897640.6%
 
713.497620.6%
 
717.397590.6%
 
705.697430.5%
 
Other values (34439)9679570.7%
 
ValueCountFrequency (%) 
03288724.0%
 
6.241< 0.1%
 
7.61< 0.1%
 
18.441< 0.1%
 
23.681< 0.1%
 
ValueCountFrequency (%) 
1.86399e+061< 0.1%
 
3344691< 0.1%
 
2776481< 0.1%
 
2462961< 0.1%
 
2276481< 0.1%
 

KOSTEN_KRAAMZORG
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count15582
Unique (%)11.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2159.76
Minimum-144.51
Maximum923608
Zeros119707
Zeros (%)87.4%
Memory size1.0 MiB

Quantile statistics

Minimum-144.51
5-th percentile0
Q10
median0
Q30
95-th percentile11973.2
Maximum923608
Range923752
Interquartile range (IQR)0

Descriptive statistics

Standard deviation10594.8
Coefficient of variation (CV)4.90555
Kurtosis528.741
Mean2159.76
Median Absolute Deviation (MAD)0
Skewness13.0421
Sum2.95706e+08
Variance1.1225e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
011970787.4%
 
21.642230.2%
 
86.531220.1%
 
43.271000.1%
 
108.16850.1%
 
104.8962< 0.1%
 
4052< 0.1%
 
1038< 0.1%
 
43.2932< 0.1%
 
3025< 0.1%
 
Other values (15572)1647012.0%
 
ValueCountFrequency (%) 
-144.511< 0.1%
 
011970787.4%
 
2.11< 0.1%
 
8.251< 0.1%
 
8.3212< 0.1%
 
ValueCountFrequency (%) 
9236081< 0.1%
 
3425281< 0.1%
 
3405131< 0.1%
 
3239311< 0.1%
 
2778451< 0.1%
 

KOSTEN_VERLOSKUNDIGE_ZORG
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count14541
Unique (%)10.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1534.49
Minimum-152.78
Maximum845092
Zeros118983
Zeros (%)86.9%
Memory size1.0 MiB

Quantile statistics

Minimum-152.78
5-th percentile0
Q10
median0
Q30
95-th percentile7889.53
Maximum845092
Range845245
Interquartile range (IQR)0

Descriptive statistics

Standard deviation8216.92
Coefficient of variation (CV)5.35483
Kurtosis1013.11
Mean1534.49
Median Absolute Deviation (MAD)0
Skewness18.2686
Sum2.10096e+08
Variance6.75178e+07
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
011898386.9%
 
294.182900.2%
 
36.482000.1%
 
1563.06890.1%
 
1636.02850.1%
 
1599.54810.1%
 
43.77780.1%
 
211.54770.1%
 
167.7768< 0.1%
 
72.9662< 0.1%
 
Other values (14531)1690312.3%
 
ValueCountFrequency (%) 
-152.781< 0.1%
 
011898386.9%
 
27.638< 0.1%
 
34.82< 0.1%
 
36.482000.1%
 
ValueCountFrequency (%) 
8450921< 0.1%
 
3332791< 0.1%
 
3260591< 0.1%
 
3218951< 0.1%
 
3050791< 0.1%
 

KOSTEN_GENERALISTISCHE_BASIS_GGZ
Real number (ℝ)

SKEWED
ZEROS

Distinct count29818
Unique (%)21.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1534.64
Minimum-218.41
Maximum526191
Zeros75148
Zeros (%)54.9%
Memory size1.0 MiB

Quantile statistics

Minimum-218.41
5-th percentile0
Q10
median0
Q31686.58
95-th percentile7315.24
Maximum526191
Range526409
Interquartile range (IQR)1686.58

Descriptive statistics

Standard deviation3650.85
Coefficient of variation (CV)2.37897
Kurtosis3180.79
Mean1534.64
Median Absolute Deviation (MAD)0
Skewness26.6999
Sum2.10116e+08
Variance1.33287e+07
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
07514854.9%
 
1262.8220281.5%
 
1199.6811220.8%
 
1136.549050.7%
 
1165.488950.7%
 
805.347070.5%
 
1212.317010.5%
 
765.076600.5%
 
724.816070.4%
 
192.925210.4%
 
Other values (29808)5362239.2%
 
ValueCountFrequency (%) 
-218.411< 0.1%
 
-100.321< 0.1%
 
07514854.9%
 
4.61< 0.1%
 
12.861< 0.1%
 
ValueCountFrequency (%) 
5261911< 0.1%
 
1140561< 0.1%
 
1056331< 0.1%
 
1055811< 0.1%
 
99291.41< 0.1%
 

KOSTEN_LANGDURIGE_GGZ
Real number (ℝ≥0)

ZEROS

Distinct count2031
Unique (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1069.98
Minimum0
Maximum590134
Zeros134601
Zeros (%)98.3%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum590134
Range590134
Interquartile range (IQR)0

Descriptive statistics

Standard deviation11173
Coefficient of variation (CV)10.4422
Kurtosis381.103
Mean1069.98
Median Absolute Deviation (MAD)0
Skewness16.2661
Sum1.46497e+08
Variance1.24836e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
013460198.3%
 
87191.226< 0.1%
 
87906.623< 0.1%
 
88618.421< 0.1%
 
14429510< 0.1%
 
89330.18< 0.1%
 
87913.98< 0.1%
 
85055.97< 0.1%
 
1468327< 0.1%
 
1430257< 0.1%
 
Other values (2021)21981.6%
 
ValueCountFrequency (%) 
013460198.3%
 
216.471< 0.1%
 
239.471< 0.1%
 
477.761< 0.1%
 
478.941< 0.1%
 
ValueCountFrequency (%) 
5901341< 0.1%
 
4755371< 0.1%
 
4482511< 0.1%
 
4275071< 0.1%
 
4159391< 0.1%
 

KOSTEN_GRENSOVERSCHRIJDENDE_ZORG
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct count64331
Unique (%)47.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2240.3
Minimum-378.77
Maximum3.8535e+07
Zeros53547
Zeros (%)39.1%
Memory size1.0 MiB

Quantile statistics

Minimum-378.77
5-th percentile0
Q10
median98.35
Q3839.057
95-th percentile9513.81
Maximum3.8535e+07
Range3.85354e+07
Interquartile range (IQR)839.057

Descriptive statistics

Standard deviation104431
Coefficient of variation (CV)46.6149
Kurtosis135382
Mean2240.3
Median Absolute Deviation (MAD)98.35
Skewness366.914
Sum3.06733e+08
Variance1.09059e+10
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
05354739.1%
 
27.634550.3%
 
253360.2%
 
502920.2%
 
27.651670.1%
 
55.271510.1%
 
1001450.1%
 
601400.1%
 
401320.1%
 
801160.1%
 
Other values (64321)8143559.5%
 
ValueCountFrequency (%) 
-378.771< 0.1%
 
05354739.1%
 
0.12< 0.1%
 
0.121< 0.1%
 
0.141< 0.1%
 
ValueCountFrequency (%) 
3.8535e+071< 0.1%
 
5658831< 0.1%
 
3909871< 0.1%
 
3813281< 0.1%
 
3414581< 0.1%
 

KOSTEN_EERSTELIJNS_ONDERSTEUNING
Real number (ℝ≥0)

ZEROS

Distinct count687
Unique (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.01479
Minimum0
Maximum753.88
Zeros58122
Zeros (%)42.5%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1.88
Q35.64
95-th percentile35.72
Maximum753.88
Range753.88
Interquartile range (IQR)5.64

Descriptive statistics

Standard deviation25.4904
Coefficient of variation (CV)3.18042
Kurtosis64.7443
Mean8.01479
Median Absolute Deviation (MAD)1.88
Skewness6.99663
Sum1.09735e+06
Variance649.76
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
05812242.5%
 
1.882657319.4%
 
3.76132729.7%
 
5.6472165.3%
 
7.5243893.2%
 
9.426902.0%
 
11.2819911.5%
 
13.1613891.0%
 
15.0411310.8%
 
1.419770.7%
 
Other values (677)1916614.0%
 
ValueCountFrequency (%) 
05812242.5%
 
0.473840.3%
 
0.944120.3%
 
1.419770.7%
 
1.882657319.4%
 
ValueCountFrequency (%) 
753.881< 0.1%
 
452.611< 0.1%
 
447.911< 0.1%
 
429.111< 0.1%
 
412.661< 0.1%
 

KOSTEN_GERIATRISCHE_REVALIDATIEZORG
Real number (ℝ≥0)

ZEROS

Distinct count11575
Unique (%)8.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5202.75
Minimum0
Maximum917725
Zeros113073
Zeros (%)82.6%
Memory size1.0 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile33003.3
Maximum917725
Range917725
Interquartile range (IQR)0

Descriptive statistics

Standard deviation18580.5
Coefficient of variation (CV)3.57128
Kurtosis231.61
Mean5202.75
Median Absolute Deviation (MAD)0
Skewness10.0551
Sum7.1234e+08
Variance3.45234e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
011307382.6%
 
10821.24080.3%
 
106632770.2%
 
12914.82010.1%
 
19172.91840.1%
 
5677.021820.1%
 
10932.81670.1%
 
5594.021540.1%
 
14034.61490.1%
 
18892.61440.1%
 
Other values (11565)2197716.1%
 
ValueCountFrequency (%) 
011307382.6%
 
256.931< 0.1%
 
258.051< 0.1%
 
262.081< 0.1%
 
263.421< 0.1%
 
ValueCountFrequency (%) 
9177251< 0.1%
 
8387771< 0.1%
 
7991031< 0.1%
 
7751321< 0.1%
 
6469771< 0.1%
 

KOSTEN_VERPLEGING_EN_VERZORGING
Real number (ℝ)

ZEROS

Distinct count67257
Unique (%)49.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25079.2
Minimum-2784.46
Maximum5.59897e+06
Zeros63022
Zeros (%)46.0%
Memory size1.0 MiB

Quantile statistics

Minimum-2784.46
5-th percentile0
Q10
median244.635
Q318909.3
95-th percentile121326
Maximum5.59897e+06
Range5.60176e+06
Interquartile range (IQR)18909.3

Descriptive statistics

Standard deviation84878.2
Coefficient of variation (CV)3.3844
Kurtosis463.312
Mean25079.2
Median Absolute Deviation (MAD)244.635
Skewness15.2947
Sum3.43375e+09
Variance7.20431e+09
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
06302246.0%
 
6821590.1%
 
136459< 0.1%
 
162.9654< 0.1%
 
72240< 0.1%
 
53.5240< 0.1%
 
108.9637< 0.1%
 
54.4835< 0.1%
 
163.4433< 0.1%
 
71.0432< 0.1%
 
Other values (67247)7340553.6%
 
ValueCountFrequency (%) 
-2784.461< 0.1%
 
-1374.841< 0.1%
 
-988.261< 0.1%
 
06302246.0%
 
3.771< 0.1%
 
ValueCountFrequency (%) 
5.59897e+061< 0.1%
 
4.19843e+061< 0.1%
 
3.97473e+061< 0.1%
 
3.29278e+061< 0.1%
 
3.28537e+061< 0.1%
 

KOSTEN_OVERIG
Real number (ℝ)

ZEROS

Distinct count58737
Unique (%)42.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3979.08
Minimum-1432.6
Maximum834030
Zeros48825
Zeros (%)35.7%
Memory size1.0 MiB

Quantile statistics

Minimum-1432.6
5-th percentile0
Q10
median253.2
Q31969.38
95-th percentile20354.4
Maximum834030
Range835462
Interquartile range (IQR)1969.38

Descriptive statistics

Standard deviation13933.3
Coefficient of variation (CV)3.50163
Kurtosis335.874
Mean3979.08
Median Absolute Deviation (MAD)253.2
Skewness12.631
Sum5.44799e+08
Variance1.94136e+08
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
04882535.7%
 
908860.6%
 
63.037560.6%
 
354.764710.3%
 
72.744360.3%
 
98.913770.3%
 
2222.363700.3%
 
262.393570.3%
 
50.193560.3%
 
67.863540.3%
 
Other values (58727)8372861.2%
 
ValueCountFrequency (%) 
-1432.61< 0.1%
 
-761.821< 0.1%
 
-564.291< 0.1%
 
-119.781< 0.1%
 
-114.661< 0.1%
 
ValueCountFrequency (%) 
8340301< 0.1%
 
7625611< 0.1%
 
5485811< 0.1%
 
4952621< 0.1%
 
4775221< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Missing values

Sample

First rows

GESLACHTLEEFTIJDSKLASSEPOSTCODE_3AANTAL_BSNAANTAL_VERZEKERDEJARENKOSTEN_MEDISCH_SPECIALISTISCHE_ZORGKOSTEN_FARMACIEKOSTEN_SPECIALISTISCHE_GGZKOSTEN_HUISARTS_INSCHRIJFTARIEFKOSTEN_HUISARTS_CONSULTKOSTEN_HUISARTS_MDZKOSTEN_HUISARTS_OVERIGKOSTEN_HULPMIDDELENKOSTEN_MONDZORGKOSTEN_PARAMEDISCHE_ZORG_FYSIOTHERAPIEKOSTEN_PARAMEDISCHE_ZORG_OVERIGKOSTEN_ZIEKENVERVOER_ZITTENDKOSTEN_ZIEKENVERVOER_LIGGENDKOSTEN_KRAAMZORGKOSTEN_VERLOSKUNDIGE_ZORGKOSTEN_GENERALISTISCHE_BASIS_GGZKOSTEN_LANGDURIGE_GGZKOSTEN_GRENSOVERSCHRIJDENDE_ZORGKOSTEN_EERSTELIJNS_ONDERSTEUNINGKOSTEN_GERIATRISCHE_REVALIDATIEZORGKOSTEN_VERPLEGING_EN_VERZORGINGKOSTEN_OVERIG
0NaNNaNNaN356551196219.7446978766.768368957.117669881.833973069.451261062.66793129.653402557.071675945.12938749.29340085.91258441.47136850.01863993.75923607.73845092.35526191.06120330.7738535043.17753.88281934.95696777.02495262.09
1M00.0330145.141124998.0225381.100.005278.156296.83122.1412654.511338.102062.2716851.352565.800.011936.650.000.000.000.004178.5346.060.000.000.00
2M0101.0579278.411786934.2632112.930.008995.6711378.90619.7121995.331736.69219.5118708.97122.800.013096.150.000.000.000.005221.256.580.00200.252211.57
3M0102.0312157.66950071.2512782.990.005950.247131.80135.5717602.211024.3997.5910164.69265.280.09365.320.000.000.000.001206.223.760.000.00131.87
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